# Genome-wide association study identifies novel variants in olfactory, vitamin A, vitamin B, and cadherin pathways associated with learning and memory

**Authors:** Lloyd N. Hopkins, Nesli Avgan, Heidi G. Sutherland, Francesca E. Fernandez, Emma E. M. Knowles, Larisa M. Haupt, John Blangero, David C. Glahn, David H. K. Shum, Rod A. Lea, Lyn R. Griffiths

PMC · DOI: 10.1038/s41598-025-32828-8 · Scientific Reports · 2025-12-18

## TL;DR

This study finds genetic variants linked to learning and memory, highlighting pathways related to smell, vitamins A and B, and cell adhesion.

## Contribution

The study identifies novel genetic loci and pathways associated with cognitive traits like learning and memory.

## Key findings

- 13 genome-wide significant loci were identified across learning and memory phenotypes.
- Variants near genes like SLC19A3, PPARD, and RBFOX1 were linked to visual and verbal learning.
- Olfactory, vitamin A, and cadherin pathways were found to be significantly overrepresented.

## Abstract

Learning and memory, as fundamental components of human cognition, are heritable traits that are highly variable between individuals and within populations. Investigation into the genetic basis of cognition is a prominent area of research, with genetic associations being previously reported for a wide range of cognitive phenotypes. Here we utilise a genome-wide association study (GWAS) approach to evaluate the contribution of genetic variation to learning and memory phenotypes in a comprehensively phenotyped, well-characterised, healthy, and unrelated cohort of individuals (n = 613). Cognitive phenotypes were assessed using nine comprehensive test batteries consisting of twenty-one cognitive performance assessments including IQ, five measures for visual and verbal learning, and fifteen measures for semantic, working, episodic and prospective memory. Principal component analysis was utilised to amalgamate correlated test scores into additional new cognitive phenotypes. Our study identified genome wide significant associations for 13 loci across all phenotypes. A novel association was identified between the rs817826 SNP at 9q31.2 and verbal learning discrimination (p = 2.71 × 10− 9). GWAS of cognitive PCs identified three variants in the vicinity of thiamine (Vitamin B1) transporter gene SLC19A3 (most significant SNP rs12105620, p = 2.17 × 10− 9), a 3’ UTR variant in PPARD (rs9658167, p = 1.47 × 10− 8), and an intronic variant in RBFOX1 (rs17138790, p = 4.24 × 10− 8) associated with the cognitive PC related to visual and verbal learning. The cognitive PC relating to prospective and retrospective memory revealed a locus containing a synonymous variant in NXPE3 (rs2305990, p = 6.56 × 10− 9) and intronic variants in RD3 (rs17189035, p = 2.71 × 10− 8) and WLS/GNG12-AS1 (rs17130484, p = 4.13 × 10− 8). Pathway analysis identified olfactory, vitamin A, and cadherin pathways as being significantly overrepresented across multiple cognitive domains. The novel associations identified provide candidates for further investigation and necessitate replication in similarly characterised independent cohorts.

The online version contains supplementary material available at 10.1038/s41598-025-32828-8.

## Linked entities

- **Genes:** SLC19A3 (solute carrier family 19 member 3) [NCBI Gene 80704], PPARD (peroxisome proliferator activated receptor delta) [NCBI Gene 5467], RBFOX1 (RNA binding fox-1 homolog 1) [NCBI Gene 54715], NXPE3 (neurexophilin and PC-esterase domain family member 3) [NCBI Gene 91775], RD3 (RD3 regulator of GUCY2D) [NCBI Gene 343035]
- **Chemicals:** Vitamin B1 (PubChem CID 1130)

## Full-text entities

- **Genes:** GNG12-AS1 (GNG12, DIRAS3 and WLS antisense RNA 1) [NCBI Gene 100289178], RBFOX1 (RNA binding fox-1 homolog 1) [NCBI Gene 54715] {aka 2BP1, A2BP1, FOX-1, FOX1, HRNBP1}, NXPE3 (neurexophilin and PC-esterase domain family member 3) [NCBI Gene 91775] {aka FAM55C, MST115, MSTP115}, SLC19A3 (solute carrier family 19 member 3) [NCBI Gene 80704] {aka BBGD, THMD2, THTR2, hTHTR2, thTr-2}, WLS (Wnt ligand secretion mediator) [NCBI Gene 79971] {aka C1orf139, EVI, GPR177, MRP, ZKS, mig-14}, PPARD (peroxisome proliferator activated receptor delta) [NCBI Gene 5467] {aka FAAR, NR1C2, NUC1, NUCI, NUCII, PPARB}, RD3 (RD3 regulator of GUCY2D) [NCBI Gene 343035] {aka C1orf36, LCA12}
- **Diseases:** learning and memory phenotypes (MESH:D007859)
- **Chemicals:** vitamin A (MESH:D014801)
- **Species:** Homo sapiens (human, species) [taxon 9606]
- **Mutations:** rs2305990, rs9658167, rs17130484, rs12105620, rs817826, rs17138790, rs17189035

## Full text

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## Figures

4 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12830837/full.md

## References

17 references — full list in the complete paper: https://tomesphere.com/paper/PMC12830837/full.md

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Source: https://tomesphere.com/paper/PMC12830837